{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-13T01:26:13.042385Z",
     "start_time": "2025-04-13T01:26:06.905999Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "from sklearn.datasets import fetch_openml\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix\n",
    "import time\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "# 加载MNIST数据集\n",
    "mnist = fetch_openml('mnist_784', version=1)\n",
    "X = mnist.data.astype(np.float64)\n",
    "y = mnist.target.astype(int)\n",
    "\n",
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# 数据标准化\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)"
   ],
   "id": "58fab4d57a459d41",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-13T01:37:16.285034Z",
     "start_time": "2025-04-13T01:37:02.672502Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "# 初始化 Logistic 回归模型\n",
    "logistic = LogisticRegression(max_iter=1000, random_state=42)\n",
    "\n",
    "# 记录训练时间\n",
    "start_time = time.time()\n",
    "logistic.fit(X_train, y_train)\n",
    "train_time = time.time() - start_time\n",
    "\n",
    "# 预测\n",
    "y_pred = logistic.predict(X_test)\n",
    "\n",
    "# 评估指标\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "precision = precision_score(y_test, y_pred, average='weighted')\n",
    "recall = recall_score(y_test, y_pred, average='weighted')\n",
    "f1 = f1_score(y_test, y_pred, average='weighted')\n",
    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
    "\n",
    "print(\"Logistic Regression - Accuracy:\", accuracy)\n",
    "print(\"Logistic Regression - Precision:\", precision)\n",
    "print(\"Logistic Regression - Recall:\", recall)\n",
    "print(\"Logistic Regression - F1 Score:\", f1)\n",
    "print(\"Logistic Regression - Confusion Matrix:\\n\", conf_matrix)\n",
    "print(\"Logistic Regression - Training Time:\", train_time, \"seconds\")"
   ],
   "id": "eafe8adfc498ebc",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression - Accuracy: 0.9156428571428571\n",
      "Logistic Regression - Precision: 0.9154173301738432\n",
      "Logistic Regression - Recall: 0.9156428571428571\n",
      "Logistic Regression - F1 Score: 0.9154411631873794\n",
      "Logistic Regression - Confusion Matrix:\n",
      " [[1283    1   11    0    1   13   22    4    6    2]\n",
      " [   0 1554    6    9    3    5    1    4   15    3]\n",
      " [   5   19 1236   18   13   13   20   16   28   12]\n",
      " [   7    8   37 1270    1   41    7   21   20   21]\n",
      " [   6    2   11    4 1188    5   12    9    9   49]\n",
      " [  11   11    9   42   12 1115   20    2   36   15]\n",
      " [   6    5   19    1   16   21 1319    3    6    0]\n",
      " [   4    3   22    5   13    6    0 1415    2   33]\n",
      " [  11   33   16   43    5   44   13    9 1162   21]\n",
      " [   7    9    7   15   37    5    0   50   13 1277]]\n",
      "Logistic Regression - Training Time: 12.781776428222656 seconds\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-13T01:37:36.878480Z",
     "start_time": "2025-04-13T01:37:36.311347Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制混淆矩阵热力图\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='YlGnBu',\n",
    "            xticklabels=logistic.classes_, yticklabels=logistic.classes_)\n",
    "plt.title('Logistic Regression Confusion Matrix')\n",
    "plt.xlabel('Predicted Label')\n",
    "plt.ylabel('True Label')\n",
    "plt.show()"
   ],
   "id": "d574266b9eb3f632",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-13T01:47:34.843977Z",
     "start_time": "2025-04-13T01:37:38.104273Z"
    }
   },
   "cell_type": "code",
   "source": [
    "class LogisticRegression:\n",
    "    def __init__(self, learning_rate=0.01, num_iterations=5000, lambda_reg=0.01):\n",
    "        self.learning_rate = learning_rate\n",
    "        self.num_iterations = num_iterations\n",
    "        self.lambda_reg = lambda_reg\n",
    "        self.weights = None\n",
    "        self.bias = None\n",
    "\n",
    "    def softmax(self, z):\n",
    "        exp_z = np.exp(z - np.max(z, axis=1, keepdims=True))\n",
    "        return exp_z / np.sum(exp_z, axis=1, keepdims=True)\n",
    "\n",
    "    def fit(self, X, y):\n",
    "        num_samples, num_features = X.shape\n",
    "        num_classes = len(np.unique(y))\n",
    "\n",
    "        # 初始化权重和偏置\n",
    "        self.weights = np.random.randn(num_features, num_classes) * 0.01\n",
    "        self.bias = np.zeros(num_classes)\n",
    "\n",
    "        for _ in range(self.num_iterations):\n",
    "            # 前向传播\n",
    "            linear_model = np.dot(X, self.weights) + self.bias\n",
    "            y_pred = self.softmax(linear_model)\n",
    "\n",
    "            # 转换为one - hot编码\n",
    "            y_one_hot = np.eye(num_classes)[y]\n",
    "\n",
    "            # 计算梯度，添加L2正则化\n",
    "            dw = (1 / num_samples) * (np.dot(X.T, (y_pred - y_one_hot)) + self.lambda_reg * self.weights)\n",
    "            db = (1 / num_samples) * np.sum(y_pred - y_one_hot, axis=0)\n",
    "\n",
    "            # 更新权重和偏置\n",
    "            self.weights -= self.learning_rate * dw\n",
    "            self.bias -= self.learning_rate * db\n",
    "\n",
    "    def predict(self, X):\n",
    "        linear_model = np.dot(X, self.weights) + self.bias\n",
    "        y_pred = self.softmax(linear_model)\n",
    "        return np.argmax(y_pred, axis=1)\n",
    "\n",
    "# 创建逻辑回归模型实例\n",
    "model= LogisticRegression(learning_rate=0.01, num_iterations=5000, lambda_reg=0.01)\n",
    "\n",
    "# 记录训练时间\n",
    "start_time_custom = time.time()\n",
    "model.fit(X_train, y_train)\n",
    "my_train_time = time.time() - start_time_custom\n",
    "\n",
    "# 训练模型\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# 进行预测\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# 计算评估指标\n",
    "my_accuracy = accuracy_score(y_test, y_pred)\n",
    "my_precision = precision_score(y_test, y_pred, average='weighted')\n",
    "my_recall = recall_score(y_test, y_pred, average='weighted')\n",
    "my_f1 = f1_score(y_test, y_pred, average='weighted')\n",
    "my_conf_matrix = confusion_matrix(y_test, y_pred)\n",
    "\n",
    "# 打印评估指标\n",
    "print(f\"Accuracy: {my_accuracy}\")\n",
    "print(f\"Precision: {my_precision}\")\n",
    "print(f\"Recall: {my_recall}\")\n",
    "print(f\"F1 Score: {my_f1}\")\n",
    "print(f\"Training Time: {my_train_time}\")\n",
    "print(\"Confusion Matrix:\")\n",
    "print(my_conf_matrix)"
   ],
   "id": "912c4d903452f09b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9165714285714286\n",
      "Precision: 0.916389238974049\n",
      "Recall: 0.9165714285714286\n",
      "F1 Score: 0.9162315677641459\n",
      "Training Time: 271.1663544178009\n",
      "Confusion Matrix:\n",
      "[[1283    1   11    0    1   13   22    4    6    2]\n",
      " [   0 1554    6    9    3    5    1    4   15    3]\n",
      " [   5   19 1236   18   13   13   20   16   28   12]\n",
      " [   7    8   37 1270    1   41    7   21   20   21]\n",
      " [   6    2   11    4 1188    5   12    9    9   49]\n",
      " [  11   11    9   42   12 1115   20    2   36   15]\n",
      " [   6    5   19    1   16   21 1319    3    6    0]\n",
      " [   4    3   22    5   13    6    0 1415    2   33]\n",
      " [  11   33   16   43    5   44   13    9 1162   21]\n",
      " [   7    9    7   15   37    5    0   50   13 1277]]\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-13T01:51:06.004670Z",
     "start_time": "2025-04-13T01:51:05.740607Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(my_conf_matrix, annot=True, fmt=\"d\", cmap='YlGnBu')\n",
    "plt.title('Custom Logistic Regression Confusion Matrix')\n",
    "plt.xlabel('Predicted Label')\n",
    "plt.ylabel('True Label')\n",
    "plt.show()"
   ],
   "id": "f962f9a36b61e373",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-13T01:49:37.074823Z",
     "start_time": "2025-04-13T01:49:35.902655Z"
    }
   },
   "cell_type": "code",
   "source": [
    "models = ['Sklearn Logistic Regression', 'My Logistic Regression']\n",
    "accuracies = [accuracy, my_accuracy]\n",
    "precisions = [precision, my_precision]\n",
    "recalls = [recall, my_recall]\n",
    "f1_scores = [f1, my_f1]\n",
    "train_times = [train_time, my_train_time]\n",
    "\n",
    "performance_df = pd.DataFrame({\n",
    "    'Model': models,\n",
    "    'Accuracy': accuracies,\n",
    "    'Precision': precisions,\n",
    "    'Recall': recalls,\n",
    "    'F1-score': f1_scores,\n",
    "    'Training Time': train_times\n",
    "})\n",
    "\n",
    "print(performance_df)\n",
    "\n",
    "# 绘制除训练时间外的指标对比柱状图\n",
    "metrics_other = ['Accuracy', 'Precision', 'Recall', 'F1-score']\n",
    "x_other = np.arange(len(metrics_other))\n",
    "width = 0.35\n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "rects1_other = ax1.bar(x_other - width / 2, [accuracy, precision, recall, f1], width, label='Sklearn Logistic Regression')\n",
    "rects2_other = ax1.bar(x_other + width / 2, [my_accuracy, my_precision, my_recall, my_f1], width, label='My Logistic Regression')\n",
    "\n",
    "ax1.set_ylabel('Scores')\n",
    "ax1.set_title('Model Performance Comparison (Excluding Training Time)')\n",
    "ax1.set_xticks(x_other)\n",
    "ax1.set_xticklabels(metrics_other)\n",
    "ax1.legend()\n",
    "\n",
    "def autolabel_other(rects):\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        ax1.annotate('{:.4f}'.format(height),\n",
    "                    xy=(rect.get_x() + rect.get_width() / 2, height),\n",
    "                    xytext=(0, 3),\n",
    "                    textcoords=\"offset points\",\n",
    "                    ha='center', va='bottom')\n",
    "\n",
    "autolabel_other(rects1_other)\n",
    "autolabel_other(rects2_other)\n",
    "\n",
    "fig1.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 绘制训练时间对比柱状图\n",
    "metrics_train = ['Training Time']\n",
    "x_train = np.arange(len(metrics_train))\n",
    "\n",
    "fig2, ax2 = plt.subplots()\n",
    "rects1_train = ax2.bar(x_train - width / 2, [train_time], width, label='Sklearn Logistic Regression')\n",
    "rects2_train = ax2.bar(x_train + width / 2, [my_train_time], width, label='My Logistic Regression')\n",
    "\n",
    "ax2.set_ylabel('Time')\n",
    "ax2.set_title('Training Time Comparison')\n",
    "ax2.set_xticks(x_train)\n",
    "ax2.set_xticklabels(metrics_train)\n",
    "ax2.legend()\n",
    "\n",
    "def autolabel_train(rects):\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        ax2.annotate('{:.4f}'.format(height),\n",
    "                    xy=(rect.get_x() + rect.get_width() / 2, height),\n",
    "                    xytext=(0, 3),\n",
    "                    textcoords=\"offset points\",\n",
    "                    ha='center', va='bottom')\n",
    "\n",
    "autolabel_train(rects1_train)\n",
    "autolabel_train(rects2_train)\n",
    "\n",
    "fig2.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 绘制混淆矩阵热力图\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='YlGnBu',\n",
    "            xticklabels=np.unique(y_test), yticklabels=np.unique(y_test))\n",
    "plt.title('Sklearn Logistic Regression Confusion Matrix')\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('True')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.heatmap(my_conf_matrix, annot=True, fmt='d', cmap='YlGnBu',\n",
    "            xticklabels=np.unique(y_test), yticklabels=np.unique(y_test))\n",
    "plt.title('My Logistic Regression Confusion Matrix')\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('True')\n",
    "\n",
    "plt.show()\n"
   ],
   "id": "3cfbd97d39ddce67",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         Model  Accuracy  Precision    Recall  F1-score  \\\n",
      "0  Sklearn Logistic Regression  0.915643   0.915417  0.915643  0.915441   \n",
      "1       My Logistic Regression  0.916571   0.916389  0.916571  0.916232   \n",
      "\n",
      "   Training Time  \n",
      "0      12.781776  \n",
      "1     271.166354  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABOd0lEQVR4nO3de3zP9f//8fuONocYxpxSGvPB2GzGUmg+s5jj8OGTr0PODDnPqc0hLEU5Ro4JKZrKuUIOxWJNIRTJaSHDstls3u/9/vDx/vVuaNPmPS+36+Wyy2Xv1+H5fLzeO933ej5fr5ddZmZmpgAAAPDIs7d1AQAAAMgdBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDvAIEaNGiUvL6/7fgQFBf2jPmJiYuTl5aVz587l6T4PYvbs2X97/Hfq8PLyUkxMTJ7W83f++OMPzZkzRy1atJCvr68CAwPVpUsXbdu2zaZ15TYvLy/Nnj3b1mUAjw07HikGGMOZM2d05coVy+t58+bpxx9/1Jw5cyzLnJ2dVa1atQfu48qVKzpz5oyqVasmZ2fnPNvnQVy4cEEXLlywvF6zZo3Wrl2rDz/80Gq7atWq6ccff9STTz6p4sWL51k993Py5En16tVLZrNZXbp0UdWqVXXjxg1t3LhRmzZtUnh4uAYNGmST2nLbwYMH5eHhIQ8PD1uXAjwWHG1dAIDc8eSTT+rJJ5+0vC5evLicnZ3l4+OTa30UL148x2HoQfZ5EH8ND7t375akux5/br4nOZWRkaHBgwfLyclJq1atUokSJSzr/v3vf6tYsWKaO3euGjdurOrVq9usztxiy/caeBwxFAs8ZmJjY+Xl5aXVq1frhRde0LPPPqs9e/ZIun2WKywsTD4+PqpZs6ZatWqlTZs2Wfb967DqqFGj1K1bN3388ccKCQlRjRo11LJlS+3cufMf7SNJ8fHx6tSpk3x8fNSoUSO999576tatm0aNGvWPjv+vQ7ExMTHy9vZWXFyc2rZtK29vb4WEhGj79u365Zdf1LVrV9WqVUvBwcHauHGjVVsJCQkaOnSoAgICVKtWLXXt2lU//vjjffvfuXOnfvrpJ73yyitWoe6OAQMGqFOnTjKZTJZlv/76qwYNGqT69evLx8dHnTt3VlxcXJZj2rp1q/r37y8fHx89++yzmjdvnpKTkzVmzBj5+fnp2Wef1RtvvKE7AzV39tu4caP69u2rWrVqqWHDhpo9e7bMZrOl/bS0NE2fPl1NmjRRjRo1VLt2bb388ss6evSoZZtRo0apa9euioqKkr+/v9q0aaNbt25lGYp9//339eKLL8rb21vPP/+8xo8fr+TkZMv6mzdvau7cuZZtmjRponfffdeqns6dO2vs2LF699131ahRI3l7e6tjx476/vvv7/veA48Dgh3wmHrrrbcUERGhiIgI+fj4aOXKlYqMjFTjxo21YMECvfHGG3JyctKIESOUkJBwz3YOHz6sxYsXa9CgQZo7d64cHR01aNAgJSUlPfA+J0+eVLdu3SRJM2bM0MCBA/Xuu+9ahZncdOvWLQ0dOlQdO3bUvHnzVKBAAQ0fPlx9+/ZVo0aNNHPmTLm7uysiIsIy3HvlyhV17NhRR44c0auvvqrp06fLbDarU6dOOnny5D372rVrlxwcHNSwYcO7ri9RooQiIyNVs2ZNSdKJEycUFhams2fPaty4cXrzzTdlZ2enrl276ttvv7Xad+zYsapSpYreeecd1atXTzNnzlS7du3k4uKimTNnKigoSIsWLdKWLVus9hs/frwKFy6s2bNnq3Xr1po3b56mTZtmWT9y5EitXbtWvXv31pIlSzRq1Cj99NNPGjJkiP48m+fAgQM6ffq0Zs+erfDwcDk6Wg8Kbdy4Ua+//ro6deqkxYsXKzw8XJ9++qlee+01SVJmZqb69u2rRYsWqV27dpo/f75efPFFvf3224qKirJqa+vWrdq2bZvGjRunGTNm6PLlyxo0aJBVIAYeRwzFAo+pjh076sUXX7S8Pnv2rLp3767w8HDLsvLlyyssLEzfffedypYte9d2rl+/rpiYGMswcMGCBfV///d/2rdvn0JCQh5onwULFqhw4cJatGiRXF1dJUmVKlVSx44dc+XY/8psNqtv375q3769pNsXNgwdOlRdu3bVyy+/LEkqWbKk2rZtq8OHD8vDw0Pvvfeerl27pg8++EDlypWTJDVo0EDNmjXTzJkzNWvWrLv2dfHiRbm5ualQoULZqm3OnDlycnLS8uXLVaRIEUlSo0aN1Lx5c73xxhtas2aNZdvnn39egwcPliR5enpq48aNlqAoSfXr19fmzZv13XffqWnTppb9qlWrpjfffNNyDDdu3NCKFSvUv39/ubi4KCUlRa+++qqaNWsmSQoICFBKSoqio6P1+++/q1SpUpJuB+QJEyaoYsWKdz2W2NhYlStXTp06dZK9vb0CAgJUsGBBXb16VdLt0PvNN9/ojTfeUMuWLS013wmmXbt2laenp6WvxYsXq3DhwpKklJQURURE6OjRo6pRo0a23lvAiAh2wGPKy8vL6vWdIc7r16/r119/1a+//qq9e/dKuj0v7F6KFy9uNbfvzjy31NTUB95n3759atiwoSXUSZKvr68lQOUFX19fy+clS5aUZD0/rFixYpJuhz5J2rt3r/71r3+pdOnSunXrliTJ3t5eDRo00GeffXbPfuzs7HJ0Vunbb7/VCy+8YAl1kuTo6KjQ0FDNnTtXKSkpdz0Gd3d3SVKtWrWs+i5atKiuX79u1cedEHVHSEiIli9froMHD6pBgwZavHixJOnSpUs6ffq0fvnlF+3YsUOS9feGi4uL1df1r+rVq6cPP/xQYWFhatKkiRo1aqQWLVrIzs7OcqwODg6WAPnn+mbOnKnY2FhLsPP09LSEOkkqXbq0pPt/3wGPA4Id8Jj66/yuM2fOKDIyUvv27ZOjo6MqVapkCX/3u3j+z+FLkuWP9J/nROV0nytXrtx1/tmdsJIX/hwS7nBxcbnn9teuXdPp06fveYFDampqluOUbp8F3blzp1JSUu551u63335TmTJlJElJSUmWoPlnJUuWVGZmptX8tLsdw91q+Ks7Z9zuuHOxy50Qu3v3bk2ZMkW//PKLChUqJC8vL0vtf/7eKFGihOVreTfNmjWT2WzWqlWrNGfOHM2cOVPlypXTsGHDFBoaqqSkJLm5uWUZwr3zdf9zIP3rcdnb355ZdL/vO+BxQLADILPZrN69e8vJyUkfffSRqlWrJkdHR504ceK+Z5/yioeHhxITE7MsT0xM1NNPP/3Q67mbIkWKKCAgQCNHjrzr+nvd2uW5557T+++/r927d1sNhd9x7do1BQcHKywsTBMnTlTRokV1+fLlLNv9/vvvkiQ3NzddunTpHxzJ7T7/7M57X6JECZ05c0bh4eGWuZd3zsitXLnScuVxTjRv3lzNmzfX9evXtWfPHi1cuFAjRoyQv7+/ihYtqqtXr+rWrVtW4e7O8bm5uT3gEQKPDy6eAKCrV6/q1KlTateunWrWrGn5o7pr1y5JD/8sSJ06dbRr1y7dvHnTsuzo0aN5fpPjnAgICNCpU6f09NNPy9vb2/Lx2Wefac2aNXJwcLjrfs8995yqVKmit956y+q+g3fMmDFDGRkZat26taTb78WOHTuszlaZTCZt3LhR3t7euXJvwO3bt1u93rp1q1xdXVWrVi0dPnxYN2/eVJ8+fayGWe+EupzcCnXw4MEaMGCApNvBuGnTpurfv79MJpMuXbqkgIAAmUwmqyuxJVn+ufDz83ug4wMeJ5yxA6ASJUqoXLlyWrlypTw8PPTEE09oz549eu+99yQ9/HlLffv21aZNm9SzZ091795df/zxh2bOnCk7O7v7DvU9TN26ddOnn36qbt26qXv37nJzc9OmTZv00UcfafTo0ffcz9HRUdOmTVP37t3Vtm1bde3aVV5eXrp69ao++eQT7dy5U4MHD1bt2rUl3b79ya5du9SlSxf17t1bzs7OWrFihc6ePatFixblyrFs2bJFJUuWVMOGDfXtt99q5cqVGjJkiAoWLKjq1avL0dFRb7zxhrp376709HTFxMToq6++kiTduHEj2/3Uq1dPUVFRev3119WgQQPL0zeeeuopVa1aVY6Ojqpbt66ioqJ06dIlVatWTd9++60WLlyoNm3aWObXAbg3gh0ASbefVDF58mSNGjVKzs7O8vT01DvvvKMpU6bowIED6ty580OrpWLFilq8eLGmTZumQYMGqUSJEurTp4/eeeedbF9NmtdKly6t1atXa/r06Ro/frxu3rypp556SpMnT1a7du3uu++//vUvrV27VkuXLtUHH3ygixcvqmDBgqpSpYreffddq1uhVK5cWatWrdKMGTM0ZswY2dnZqWbNmlq+fLn8/f1z5VheeeUVffvtt/rwww9VpkwZRUZG6r///a+k21+L6dOna86cOerXr5+KFi0qHx8fvf/+++rcubMOHDiQ5UKce+nYsaMyMjK0evVqrVq1Si4uLgoMDNSIESPk5OQkSVqwYIFmzZql5cuX68qVKypfvryGDBliuToZwP3xSDEA+c7evXvl5ORkFVySkpJUv359jRw5Ul26dLFhdcZx7tw5NW7cWFOnTlVYWJitywGQCzhjByDfOXLkiGbNmqWhQ4eqevXqunr1qpYsWaIiRYqoefPmti4PAPItgh2AfOfOXK4PPvhAv/32mwoWLKiAgAC9/vrrD+W5swDwqGIoFgAAwCC43QkAAIBBEOwAAAAMgmAHAABgEI/dxRNms1m3bt2Svb19vrnRKQAAwL1kZmbKbDbL0dHR8lzke3nsgt2tW7d06NAhW5cBAACQI9l5jOBjF+zuJF1vb+97PssRAHLKZDLp0KFD/G4BkOvu/H75u7N10mMY7O4Mvzo4OPDLF0Cu43cLgLySnSlkXDwBAABgEAQ7AIAhHTt2TC+//LICAgIszxm+cuWKIiMj5evra/Xxr3/9Sz169MjSxtKlS9W5c+ds9ZeamqoOHTooJibGavn58+fVv39/+fv7q27duoqIiFBKSopl/bfffqv27dvL19dXDRs21IIFC+7a/po1a+Tl5ZWDdwCPI4IdAMBw0tLS1LNnT/n6+mrPnj3asGGDrl27pjFjxmjixImKj4+3fMyePVtPPPGERo0aZdn/xo0bio6OVnR0dLb6+/nnn9WpUycdPHjQanl6erq6d+8uDw8P7d69W5s3b9bp06c1ffp0SdLJkyfVu3dvvfTSS/ruu++0YMECLVmyRFu2bMnS/pQpU/7Zm4LHwmM3xy47TCaTMjIybF0GYHhOTk7MR0OeSEhIUNWqVRUeHi4HBwc5OzurQ4cOGjlypNV2V65c0fDhwzV27FhVrlzZsrxVq1aqWbOm/vvf/+rkyZP37Wvv3r0aNmyY+vXrp6tXr1qt27Fjh9LT0zV27Fg5ODjI1dVVs2bN0o0bNyRJq1atUuPGjdWmTRtJUtWqVbV69WoVLlzY0kZqaqqGDh2qLl26aP78+f/ofYHxEez+JDMzUxcuXNC1a9dsXQrw2ChWrJg8PDy4ryRyVaVKlbRo0SKrZVu3blX16tWtlr355puqUaOGWrZsabX8/fffl4eHh2bPnv23wa5q1arasWOHChQooKVLl1qt++GHH1S1alXNnDlTn332mSQpJCREQ4YMsax/9tlnNXToUH399dcqXry4unXrpg4dOljamDhxoho1aqRnn32WYIe/RbD7kzuhrlSpUipYsCB/aIA8lJmZqRs3bujSpUuSpDJlyti4IhhVZmam3n77be3YsUMrVqywLD979qw+++wzrVmzJss+Hh4e2W7fzc3tnuuSkpK0a9cu1ahRQ1u3btWlS5c0cOBATZs2TZGRkUpKStLy5cv11ltvadq0aYqPj1efPn1UtGhRvfjii/r000918uRJTZo0SXFxcTk7cDyWCHb/YzKZLKGuRIkSti4HeCy4urpKki5duqRSpUoxLItcl5ycrNGjR+vIkSNasWKF1cUHH3/8seXCibzi7OyskiVLKjw8XJJUoUIF9enTRxMnTlRkZKScnZ3VuHFjNWrUSJJUp04dtWrVSps3b1aVKlU0ffp0rVy5Uo6O/LlG9nDxxP/cmVNXsGBBG1cCPF7u/MwxrxW57cyZM2rbtq2Sk5O1du3aLFeUfv7552rVqlWe1vDMM88oIyNDZrPZssxsNiszM9OyPj093Wofk8mkzMxMbd26VX/88YfatGkjf39/9e3bV5Lk7++v9evX52ndeHQR7P6C4Vfg4eJnDnkhKSlJXbt2Ve3atbV48WIVL17cav3Vq1d18uRJ1alTJ0/raNq0qUwmk6ZMmaL09HSdO3dO8+fPtwTKjh07atu2bfr000+VmZmp/fv3a/369WrVqpX69eungwcP6sCBAzpw4IBlft2BAwfUokWLPK0bjy6CHQDAcGJiYpSQkKDNmzfLz8/P6p51knTu3DlJUunSpXPc9vz58xUaGpqtbYsXL64PPvhAp0+fVoMGDdSuXTsFBgZq2LBhkqTAwEDNmzdPy5cvl5+fn0aPHq2IiAg1btw4x3UBkmSXeed88GPCZDLp4MGD8vHxsZrPk5aWplOnTunpp5+Wi4uL9T7mTDnYP7yzCg+7P1gzmUxKSEhQhQoVbF3KY+F+P3uPknv9bgGAfyonv1+YjZkNDvZ2emV1vE5cSs7zvjxLFdbMjr452icpKUlvvfWWduzYoaSkJBUuXFj169fXkCFDLFd2BQUFacCAAQoLC8uyv5eXl5YvX666devmyjH8E3lZi6+vrxYuXCh/f//7bjdkyBBVrlxZAwcOVEJCgkJDQ7Vx40aVLVs2R/15eXmpQIEClh/CzMxMOTk5ycfHR5GRkY9UcJw/f74OHDiQ5fYRAID8hWCXTScuJetIwh+2LuOuhgwZoiJFimjt2rVyd3fX5cuXNXnyZL388stav349V1P9T3x8fLa2+/MNRsuWLZvt/e5m4cKFViH13LlzGjp0qCIiIrRq1aoHbvdhuzNpGwCQvzHHzgDi4uIUHBwsd3d3SVLJkiU1ZswY1apVS3/8kTWM7t69W35+ftq8eXOWdcnJyZo4caIaNmyowMBADRkyRJcvX7as3759uzp27KjAwEDVqlVL//d//6dff/1V0u05LWFhYerevbvlqq3OnTtr+vTp6tSpk3x9fdW0aVNt2rTpgY91zZo1Cg0NVe3atdWiRQvLDT+l20N6UVFRCggIUMOGDfX2228rKChIsbGxkm6fQbvz+datWxUaGio/Pz81bdpU8+bNkySNHTtWBw4c0IIFC9S3b1+dO3dOXl5elvk4Z8+eVd++feXn56fAwECNHz8+yxVt91O+fHm1bNlSR48etSw7c+aM+vbtq7p16+qFF17QW2+9ZdXmxo0bFRISIn9/f/Xo0UOvvvqq5dFHo0aN0qBBg9S0aVPVq1dPZ86c0eXLlzV8+HDVr19fzz33nCIjI5WcfPts861btzR+/HjVr19fdevW1UsvvWS5N1ZycrKGDBmiunXrqn79+urRo4flxqyzZ8+2el7ml19+qbCwMNWuXVshISFatmyZ5aq/UaNGKTIyUn379pWvr68aN26s5cuXZ/s9AgA8OIKdAYSGhioqKkrjx4/Xpk2bdP78ebm7uys6OjrLlWA7d+7U0KFDNWPGDDVt2jRLW2PGjNHp06cVExOjL7/8UoULF9aAAQMsT+V45ZVX1Lt3b+3du1dfffWVMjMzNXfuXMv+R44cUYsWLfTNN98oODhYkvTRRx9p7Nixio2NVZMmTRQZGambN2/m+DhjYmIUHR2tcePGaf/+/RozZowmTJigL774QpI0ZcoUHTp0SJ9++qk2bdqkhIQEnT9/Pks7aWlpGjFihCIjIxUXF6fp06dr4cKF+uGHHzR58mT5+/urT58+We7wfuvWLfXo0UPu7u7atWuXNmzYoIMHD2r27NnZPoZffvlFH3/8sRo0aCDp9vMou3XrpsqVK2vXrl1atWqVvvnmG0ub8fHxioiIUEREhPbt26eOHTtmecD47t27NXPmTH3++ecqX768+vfvL3t7e23dulXr16/XpUuXFBkZKUn69NNPFR8fr82bN+ubb75RnTp1NGHCBEnSkiVLlJycrJ07d2rHjh1yd3fXm2++meUY9u3bp8GDB6tnz5769ttvNWPGDC1dutQqvMXExKhz587av3+/evXqpejoaF28eDHb7xMA4MEQ7AzgtddeU2RkpH777TdFRkYqKChIwcHBVmezpNuhLjw8XBMmTFDDhg2ztJOYmKitW7dq7NixKlGihAoVKqQxY8bo0KFDOnLkiIoXL66NGzcqKChIycnJunDhgtzc3Kz+YDs5OalVq1Zydna2TIQPCQlRtWrV5OzsrDZt2uj69etKTEzM8XF+/PHH6tChgwIDA+Xg4KDAwEB16NBBq1evVkZGhj777DMNGTJEZcqUUaFChRQZGXnPSaYuLi5au3at9u7dq2eeeUZxcXGqWbPmffv/7rvvdP78eY0ZM0aFChVSiRIlNGfOHLVv3/6e+/Tt21f+/v6qVauWqlWrpkGDBikoKMjyYPGvvvpK6enpGjp0qAoUKKAyZcrolVde0cqVKy3H3KRJEwUFBcnR0VHBwcH697//bdWHj4+PqlSpoieeeEKHDx/WkSNHFBUVpcKFC8vNzU0RERHauHGjrl69KhcXF507d05r167VqVOn9Morr1i+T1xcXHTs2DF98sknunjxoqZMmaJ33nknyzHFxMSocePGatasmRwdHVW9enX17t1bq1evtmxz56yfo6Oj2rZtK5PJpDNnztz3/QUA/HNMvjIAe3t7tWrVSq1atVJmZqZOnjypTz/9VCNHjpS7u7sCAwMl3X5QdfXq1bVu3To1a9YsSzt3zm795z//sVru4OCgc+fOqXr16tqwYYNWr14tOzs7ValSRcnJyVZz+Nzd3WVvb/3/wp0hYkmWbf98s87sunz5cpYLDsqXL6/t27fr2rVrSk1NVbly5Szr7gSbv3JxcdEHH3ygefPmadiwYUpOTlZISIjGjRunokWL3rP/33//XW5ubpanJdzp/37mz5+vunXrKiUlRTNnztSmTZvUpEkTSxvnz5/XlStXrO6llZmZqYyMDCUmJuq3335TtWrVrNqsUKGC1fB4qVKlLJ+fO3dOJpMpS3B3dnbW2bNnFRoaqoyMDK1Zs0YzZsxQiRIl1LdvX/33v/9Vr1695OzsrLVr12rixImqUKGChg0bpiZNmli1lZiYmOVO/eXLl7c6O/rnr7mTk5OkB/uaP2ruHCsA2ArB7hG3e/duDRo0SDt27FCxYsVkZ2cnT09PDRs2TF9//bV+/PFHS7AbNmyYGjVqpNDQUK1evVodO3a0auvO/Zw2b95s9Yf5xIkTqlChgjZv3qwVK1bogw8+UMWKFSVJkyZN0k8//WTZNi9vNlu+fPksZ33Onj0rd3d3lShRQi4uLkpISFClSpUk3R7m/POFEHckJyfr0qVLmj59uiTp6NGjGjp0qObPn6+IiIh79u/h4aGrV68qNTXVEswOHDigw4cPq1u3bvet/c7Zz8uXL6tHjx76+OOPVbp0aXl4eOjJJ5/Uli1brOpLTExU8eLFVa5cOSUkJFi1lZCQIGdnZ8vrP7/nHh4ecnFxUWxsrOVsZXp6us6ePauKFSvq1KlTql69ulq3bq20tDRt2bJFERER8vf3l8lkUlBQkLp166br169r1apVGjJkiPbt22fVf7ly5e75dXjc1aj2L9lzqxPg8WM2Sfb542efYPeIq1OnjkqUKKHRo0dr8ODBqlSpkm7evKnt27fr119/tTx/ULp9NqF06dIaPXq0XnvtNT377LN68sknLetLly6tRo0aafLkyZahvEWLFmnBggX64osvdP36ddnb28vFxUWZmZnavXu3PvnkE1WuXDlXj+nKlSu6cOGC1bKSJUuqXbt2Gjt2rBo0aKCAgADt379fH374oSIjI2Vvb6927dpp9uzZqly5sp544glNnTpVJpMpS/spKSnq1auXpk6dqubNm6tUqVKyt7e3nN1zdnbW9evXs+xXs2ZNPfXUU3r99dcVERGhlJQUTZ06VfXr18/2sU2aNEmtW7fWyJEjtWzZMr3wwguaNm2aFi1apC5duigtLU2jR4/Wb7/9ppiYGLVv316dOnXS7t279eyzz2rPnj36/PPP1bx587u2X7NmTVWsWFHR0dEaPHiwHBwcFB0drW3btunLL7/Ujh079OGHH2rx4sUqX768ihUrJkdHRxUpUkQLFy7UkSNHNHfuXBUvXlyFCxdWwYIFrUKkJLVt21adOnXS5s2b1aRJEx0/flwLFy7Mcqb3cWTv6CR93FO6/NPfbwzAGEpWkdrmn1tBEeyyybNU4XzZj4uLi1atWqU5c+aoX79+SkxMtNwrbenSpXrmmWey7NO2bVtt3bpVERERlrlcd0ybNk3Tp09X69atlZycrMqVK2vRokVyd3dXmzZtFBcXp9DQUDk4OKhSpUrq2rWrVq5cmaMrQ//O4MGDsyzbtGmTmjZtquTkZL322mtKSEhQ6dKlNXLkSLVu3VrS7TOSkyZNUrNmzVSoUCF16NBB9vb2WYbHSpcurVmzZuntt99WZGSkXFxc1KxZM8tZt9atW2v8+PE6fPiwpk2bZtnPyclJ8+fP15QpU9SoUSM5OjqqRYsWGjRoULaPrVChQnrzzTf10ksvafHixerZs6eWLVum6OhoLVq0SGazWXXr1rXMbfP29taECRM0fvx4Xb16Vf7+/goMDLznkJ+jo6MWLFig119/XU2aNNHNmzdVs2ZNLV26VAUKFFCXLl108eJFdezYUcnJySpXrpzeeusteXh4aOjQoZo4caJCQ0N18+ZNVapUSfPmzVOBAgWs+qhVq5ZmzpypuXPnasyYMXJzc7MM5UK3Q91v39u6CgCPKZ488T88eeLRt3//fnl5eemJJ56QdHtI08/PT1u3btVTTz1l2+Ie0KlTp2Q2m60C+sCBA1WpUiUNGTLEhpXlHiM9ecLBwUFa0IBgBzxOytSS+uzK0y5y8uQJrorNhocdsgh1D2bJkiWaPHmy0tLSdPPmTc2aNUtPP/30IxvqpNvzG7t27WqZ0xYbG6vdu3ff9apmAAAYioVhjB8/3nIrF5PJJD8/P7377ru2LusfCQ4O1okTJ9SlSxclJSWpXLlymjRpkmrXrm3r0gAA+RDBDoZRunRpyxMkjKRfv37q16+frcsAADwCGIoFAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2GWHOetjqQzVXz7366+/2roEAAAeCdzuJDvsHR7e8x8f4JlzXl5ekqTNmzerUqVKVuuWLl2q6OhoDRgwQAMHDsxRu6NGjZIkRUdH52i/7IiMjJQkTZw48b7bbd++XZMnT9a2bdskST179pS/v7/69u2bo/5GjRql9evXWz331Gw2q0KFCurbt+89n72aHyUkJCg0NFQbN25U2bJlbV0OACAfIdhlVz5//qObm5vWrVunYcOGWS2PiYlR4cIP5zm3OfF3ge6Oa9eu6c9PvVu06MEftNyiRQurkJqWlqaFCxdqxIgRql69up5++ukHbvthKlu2rOLj421dBgAgH2Io1iBatGihTz/9VGaz2bLshx9+UHp6uqpVqyZJunjxoqpVq6bvvvvOss3ly5dVvXp1yyOrcuL48ePq1auXAgIC1KBBA40fP17Xr1+3rN+4caNCQkLk7++vHj166NVXX7WcBRw1apTl84sXL6pnz56WdgYMGKBLly4pNjZWUVFRSkhIkK+vry5evKjOnTtr9uzZkqRbt25p5syZatiwoWrXrq1OnTrp2LFj2a7fxcVF3bt3l9ls1vHjxyVJ6enpmjlzpho3bqyAgAD16tVLp0+ftuxz7tw59ejRQ7Vr19aLL76oZcuWWc6YxsbGqmHDhho2bJj8/f317rvvKjMzU8uXL7e8Dy+99JIOHz5saW/r1q0KDQ2Vn5+fmjZtanWD5VWrVunf//63/P391aJFC61Zs8ZSg5eXl86dOydJOn/+vAYPHqzAwEDVr19fw4YN06VLlyw1BQUF6Z133tHzzz+vgIAADRw4UMnJydl+nwAAjw6CnUE0atRIGRkZ+uabbyzL1q5dq3bt2llely5dWvXr19enn35qWfbZZ5/J19dXTz75ZI76u3r1qrp06SJPT0/t2rVLH3/8sU6dOqWRI0dKkuLj4xUREaGIiAjt27dPHTt2VExMzF3bmjFjhjw8PPT1119r06ZNunHjht59913VrVtXEyZMsJyhKl26tNV+77zzjjZs2KDFixdr//79CggIUJ8+fWQyZW+OYnJyst555x0VKVLE8oiut956S1999ZWWLVum3bt3q1atWurevbtu3rwpk8mkPn36qFSpUtqzZ48WL16sTz75xKrNCxcuqFKlStq7d69eeuklrVq1SkuXLtXMmTO1d+9ehYWF6eWXX9bly5eVlpamESNGKDIyUnFxcZo+fboWLlyoH374QWfPntXUqVP17rvv6sCBAxo5cqQmTZpkCWx3ZGRkqHv37nJwcNDnn3+uzZs3S5L69u2rW7duSbod/C5evKgvvvhCa9asUXx8vFatWpWt9wgA8Ggh2BmEo6OjWrRooXXr1km6Pcy4detWtW7d2mq7tm3basuWLUpPT5ckrVu3Tm3bts1xf9u2bZOTk5OGDx8uFxcXubu769VXX9X27dv1+++/6+OPP1aTJk0UFBQkR0dHBQcH69///vdd2ypQoIDi4uK0ceNGpaSkaNGiRRo3btzf1rBu3Tr17NlTnp6ecnBwUL9+/TRz5kyrods/27Bhg/z9/eXr66saNWooKChIFy5c0AcffKBSpUopMzNTq1ev1tChQ1WhQgUVKFBA4eHhysjI0FdffaWDBw/q119/1auvvqqCBQuqXLlyGjJkSJZ+2rVrJycnJxUuXFgrV65Unz59VLVqVTk5Oaldu3Z65pln9Nlnn0m6fdZw7dq12rt3r5555hnFxcWpZs2acnBwsNQTFxenwMBAHTx4UKVKlbLq68CBAzp79qwmTJigIkWK6IknntCECRN07NgxqzOD4eHhcnFxUcWKFVW3bl2dOnXqb99fAMCjh2BnIGFhYfryyy+VnJysLVu2qHbt2nJ3d7faJigoSJK0c+dOHTlyROfPn1dISEiO+0pMTFTZsmXl4OBgWVa+fHlJt88Q/fbbbypXrpzVPhUqVLhrW+PGjVOzZs20ePFiNWzYUGFhYTpw4MDf1vD7779bXTzg7OwsHx8fOTrefepo8+bNdeDAAcXHx2vu3LmSpCpVqqhy5cqSpCtXrujGjRt65ZVX5O/vL39/f9WpU0dJSUk6f/68Lly4IDc3NxUsWDDLMf/Zn8PX+fPn9frrr1va8/f317Fjx5SQkCAXFxd98MEHMpvNGjZsmOrUqaOIiAglJSWpbNmyev/993X+/Hn17dtXAQEBmjJlim7evGnVV2Jiotzc3KzmURYuXFjFihXT+fPnLcv+/H3g5OR0z/ALAHi0cfGEgVStWlWVKlXS5s2btX79enXt2jXLNs7OzmrRooXlisqmTZtaBZXsKleunBISEmQymSzh7s48PXd3d8v6P0tISLC6KvWOH3/8UR06dNDAgQN15coVzZ07VwMGDNC+ffvuW0OZMmX022+/WV5nZGTojTfeUM+ePbOc2fqrhg0b6o033lDfvn1VvHhxtWvXTm5ubipQoICWLFkiHx8fy7a//PKLSpcurZ9++klXrlxRamqqXF1dLcf0V3Z2dpbPPTw8NGjQIIWGhlqWnTlzRsWKFVNycrIuXbqk6dOnS5KOHj2qoUOHav78+erZs6dMJpPmzp0rs9ms7777ToMGDdLTTz+thg0bWtoqV66crl69quTkZEu4u379uq5evSp3d3cCHAA8ZjhjZzBhYWFatmyZTp06ZRUA/qxdu3bavXu3vvjiC4WFhd23vdTUVF24cMHqIzk52dL2m2++qbS0NP3++++aPHmy6tWrp3Llyql9+/b64osvtHv3bplMJu3cuVOff/75XfuYP3++Jk2apOTkZD3xxBNydXWVm5ubpNvDtKmpqZb5Yn891sWLF+vUqVO6deuWFixYoC+//NKy799p2LChunfvrkmTJunkyZOyt7dXu3btNH36dF24cEFms1nr1q1T8+bNdfr0adWqVUuenp6Kjo5WamqqLl68qFmzZt23j//85z965513dPLkSUnS7t27FRoaqv379yslJUW9evXS+vXrlZmZqVKlSsne3l5ubm5KSEhQ9+7dtXfvXtnb21vmF/712Ly9veXp6amoqChdv35d169f1/jx4/Xkk09a5g0CAB4fnLHLrpJVHol+mjdvrtdff11du3a955Bk1apV9eSTT+rGjRvy8/O7b3tbtmzRli1brJb16tVLw4cPt9wj707Ia9y4seXiCW9vb02YMEHjx4/X1atX5e/vr8DAQDk5OWXpY+LEiZowYYIaN26s9PR01ahRQzNnzpQk1alTRyVKlFCdOnW0evVqq/169uypW7duqUePHkpKSpK3t7cWLlx41z7uZfDgwdq7d6+GDx+uDz/8UBEREZo9e7ZeeuklXbt2TRUqVNCsWbMsVxbPmjVLUVFRCgwMlIeHh4KCgnT06NF7tt+tWzdlZmaqf//+unTpkkqXLq3IyEg1btzY0t7bb7+tyMhIubi4qFmzZurWrZucnZ0VGRmp8ePH69KlSypSpIheeuklNW3a1GqI1dHRUQsWLFB0dLRCQkKUnp6uZ599VkuXLr3n1x8AYFx2mY/ZWI3JZNLBgwfl4+NjNT8sLS1Np06d0tNPPy0XFxfrncym2zcpflgeQn8DBgxQzZo11bt37zxp/9SpUzKbzXrmmWcsywYOHKhKlSrd9YKDR0FaWpri4+MVEBBg+d7Zvn27oqKitHv3bhtX9+i678/eI8QyLWFBg3x9z0sAuaxMLanPrjzt4l7Z5W4Yis2Ohxnq8ri/s2fP6osvvtA333zzt8Ow/8SJEyfUtWtXy7y72NhY7d69+57Dw48CJycnDR48WB999JHMZrMSExO1ZMkSvfDCC7YuDQAASQzFPnbmzJmjbdu2acyYMSpZsmSe9RMcHKwTJ06oS5cuSkpKUrly5TRp0qRHet6Xg4OD5s6dq2nTpunNN99UgQIFFBISohEjRti6NAAAJBHsHjuvv/76Q+urX79+6tev30Pr72Hw9/fXRx99ZOsyAAC4K5sMxR47dkwvv/yyAgICVL9+fY0cOVJXrlyRJEVFRalGjRry9fW1fHz44YeWfdetW6fg4GD5+PgoLCyMZ2YCAAD8z0MPdmlpaerZs6d8fX21Z88ebdiwQdeuXdOYMWMkSYcOHdKkSZMUHx9v+ejQoYOk2/O0Jk2apOjoaO3fv18tW7ZUv379lJqa+rAPAwAAIN956MEuISFBVatWVXh4uJydneXm5qYOHTpo//79Sk9P108//aQaNWrcdd81a9ZYHpju5OSkbt26yc3NTZs2bcq1+h6zi4QBm+NnDgByz0OfY1epUiUtWrTIatnWrVtVvXp1HTt2TLdu3dKsWbMUFxenIkWKqG3bturZs6fs7e114sSJLM819fT01LFjx3Jcx18fFG9vb6/MzEylpKQ80rdcAB41KSkpyszMlL29fZafy0eJ2Wz+29sQADCuvPz9lZO2bXrxRGZmpt5++23t2LFDK1as0OXLlxUQEKDOnTtrxowZOnr0qMLDw2Vvb6+ePXsqJSXF8iinO1xcXHTjxo0c933o0KG7Lk9ISFB6eroKFChg9WgoALkrMzNTN2/e1OXLl5WRkXHPn8lHhaurq+VG1gAeP8ePH88XU8NsFuySk5M1evRoHTlyRCtWrJCXl5e8vLxUv359yzY1a9ZU165dtWnTJvXs2VOurq5KS0uzaictLS3bj5D6M29v7yz/XWdmZurixYu6du3aAx0TgJwrUaKESpcu/cj/I2U2m21dAgAb8vLyyrO2TSZTtv/5tUmwO3PmjHr16qWyZctq7dq1Kl68uCTpyy+/1OXLl9WxY0fLtunp6Zah0cqVK+vnn3+2auvEiRNq0KBBjmtwcHC467BJuXLl5OHhoYyMjBy3CSBnnJycGL4EYAj55XfZQw92SUlJ6tq1q+rVq6fJkyfL3v7/X7+RmZmpqVOnqmLFiqpXr54OHjyo5cuXa/To0ZJuP7w+PDxcTZs2lZ+fn1auXKnExEQFBwfnao33Cn0AAAD52UMPdjExMUpISNDmzZuzPFw+Pj5eo0eP1vjx43Xx4kWVLFlSAwcOVKtWrSRJgYGBioqKsqz39PTUwoULVaxYsYd9GAAAAPmOXeZjdq+BnDxIFwCyy2Qy3f6dsqCB9Nv3ti4HwMNSppbUZ1eedpGT7GKTJ08AAAAg9xHsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABiETYLdsWPH9PLLLysgIED169fXyJEjdeXKFUnS999/r/bt28vX11dBQUFas2aN1b7r1q1TcHCwfHx8FBYWpvj4eFscAgAAQL7z0INdWlqaevbsKV9fX+3Zs0cbNmzQtWvXNGbMGCUlJal3795q3bq19u/fr8mTJ2vq1Kn64YcfJEmxsbGaNGmSoqOjtX//frVs2VL9+vVTamrqwz4MAACAfOehB7uEhARVrVpV4eHhcnZ2lpubmzp06KD9+/fr888/V7FixdSpUyc5OjoqMDBQLVq00MqVKyVJa9asUWhoqPz8/OTk5KRu3brJzc1NmzZtetiHAQAAkO889GBXqVIlLVq0SA4ODpZlW7duVfXq1fXzzz+rSpUqVtt7enrq2LFjkqQTJ07cdz0AAMDjzNGWnWdmZurtt9/Wjh07tGLFCi1fvlyurq5W27i4uOjGjRuSpJSUlPuuzwmTyfTghQPAX5jNZqt/WAE8XvIyV+SkbZsFu+TkZI0ePVpHjhzRihUr5OXlJVdXV12/ft1qu7S0NBUqVEiS5OrqqrS0tCzr3dzcctz/oUOHHrx4APgLV1dXVatWzdZlALCR48eP54s5/zYJdmfOnFGvXr1UtmxZrV27VsWLF5ckValSRV9//bXVtidOnFDlypUlSZUrV9bPP/+cZX2DBg1yXIO3tzf/XQPINWaz2dYlALAhLy+vPGvbZDJl+4TUQw92SUlJ6tq1q+rVq6fJkyfL3v7/T/MLDg7WG2+8oWXLlqlTp06Ki4vT+vXrNW/ePElSu3btFB4erqZNm8rPz08rV65UYmKigoODc1yHg4MDwQ4AAOSK/JIpHnqwi4mJUUJCgjZv3qwtW7ZYrYuPj9eSJUs0efJkzZo1S8WLF9e4ceNUr149SVJgYKCioqI0fvx4Xbx4UZ6enlq4cKGKFSv2sA8DAAAg37HLzMzMtHURD5PJZNLBgwfl4+OTb9I1gEefyWS6/TtlQQPpt+9tXQ6Ah6VMLanPrjztIifZhUeKAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMwqbB7sqVKwoODlZsbKxlWVRUlGrUqCFfX1/Lx4cffmhZv27dOgUHB8vHx0dhYWGKj4+3RekAAAD5jqOtOo6Li9OoUaN05swZq+WHDh3SpEmT1KZNmyz7xMbGatKkSVq4cKFq1qyplStXql+/ftqxY4dcXV0fVukAAAD5Uo7P2J08eVKvvfaaBgwYoKtXr2rFihU57nTdunUaPny4hgwZYrU8PT1dP/30k2rUqHHX/dasWaPQ0FD5+fnJyclJ3bp1k5ubmzZt2pTjGgAAAIwmR2fsvv76aw0aNEiNGjXSN998o7S0NM2dO1c3btxQ7969s93Oc889pxYtWsjR0dEq3B07dky3bt3SrFmzFBcXpyJFiqht27bq2bOn7O3tdeLECbVt29aqLU9PTx07diwnhyFJMplMOd4HAO7FbDbLwcHB1mUAsJG8zBU5aTtHwW7GjBmaMWOGGjZsqDp16qhMmTJ69913NXjw4BwFO3d397suv379ugICAtS5c2fNmDFDR48eVXh4uOzt7dWzZ0+lpKRkGXJ1cXHRjRs3cnIYkm4P+QJAbnF1dVW1atVsXQYAGzl+/LhSU1NtXUbOgt3p06fVoEEDSZKdnZ0kydvbW0lJSblSTP369VW/fn3L65o1a6pr167atGmTevbsKVdXV6WlpVntk5aWJjc3txz35e3tzX/XAHKN2Wy2dQkAbMjLyyvP2jaZTNk+IZWjYFe2bFl999138vPzsyw7dOiQypQpk7MK7+HLL7/U5cuX1bFjR8uy9PR0ubi4SJIqV66sn3/+2WqfEydOWMJmTjg4OBDsAABArsgvmSJHF0/06dNH/fr101tvvaWMjAwtXLhQ4eHh6tGjR64Uk5mZqalTp2rv3r3KzMxUfHy8li9frg4dOkiS2rVrp/Xr12vfvn3KyMjQsmXLlJiYqODg4FzpHwAA4FGWozN2oaGhKly4sFauXKmyZctq3759Gjt2rEJCQnKlmODgYI0ePVrjx4/XxYsXVbJkSQ0cOFCtWrWSJAUGBioqKsqy3tPTUwsXLlSxYsVypX8AAIBHmV1mZmamrYt4mEwmkw4ePCgfH598c9oUwKPPZDLd/p2yoIH02/e2LgfAw1KmltRnV552kZPskqMzdmfPntX8+fN1/vz5LBOFly9fnvNKAQAAkGtyFOyGDh0qJycn1atXT/b2PGYWAAAgP8lRsDtx4oT27t1ruUoVAAAA+UeOTrtVrVpVFy5cyKtaAAAA8A/k6IzduHHj1K1bNzVp0kRPPPGE1boBAwbkamEAAADImRwFu9mzZ+vGjRs6cuSI1Ry7O0+hAAAAgO3kKNjFxsbqiy++UMmSJfOqHgAAADygHM2xK1WqlAoUKJBXtQAAAOAfyNEZux49eqh///7q0qWLihYtajUEW6dOnVwvDgAAANmXo2AXGRkpSdq/f7/Vcjs7Ox09ejT3qgIAAECO5SjYHTt2LK/qAAAAwD+UrWB34cIFeXh4KCEh4Z7blC1bNteKAgAAQM5lK9g1btxYR44cUVBQkOzs7JSZmSlJls8ZigUAALC9bAU7s9ksSdq2bVueFgMAAIAHl61g5+rqKkkqV65cnhYDAACAB5ej+9gBAAAg/8rWGbvU1FQ1btz4vtswTAsAAGBb2Qp2Tk5OGjBgQF7XAgAAgH8gW8HO0dFRbdq0yetaAAAA8A9ka47dndubAAAAIP/KVrBr2bJlXtcBAACAfyhbwW7ChAl5XQcAAAD+IW53AgAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADMKmwe7KlSsKDg5WbGysZdn333+v9u3by9fXV0FBQVqzZo3VPuvWrVNwcLB8fHwUFham+Pj4h102AABAvmSzYBcXF6cOHTrozJkzlmVJSUnq3bu3Wrdurf3792vy5MmaOnWqfvjhB0lSbGysJk2apOjoaO3fv18tW7ZUv379lJqaaqvDAAAAyDdsEuzWrVun4cOHa8iQIVbLP//8cxUrVkydOnWSo6OjAgMD1aJFC61cuVKStGbNGoWGhsrPz09OTk7q1q2b3NzctGnTJlscBgAAQL7iaItOn3vuObVo0UKOjo5W4e7nn39WlSpVrLb19PTU2rVrJUknTpxQ27Zts6w/duxYjmswmUwPUDkA3J3ZbJaDg4OtywBgI3mZK3LStk2Cnbu7+12Xp6SkyNXV1WqZi4uLbty4ka31OXHo0KEc7wMA9+Lq6qpq1arZugwANnL8+PF8MTXMJsHuXlxdXXX9+nWrZWlpaSpUqJBlfVpaWpb1bm5uOe7L29ub/64B5Bqz2WzrEgDYkJeXV561bTKZsn1CKl8FuypVqujrr7+2WnbixAlVrlxZklS5cmX9/PPPWdY3aNAgx305ODgQ7AAAQK7IL5kiX93HLjg4WJcvX9ayZcuUkZGhffv2af369ZZ5de3atdP69eu1b98+ZWRkaNmyZUpMTFRwcLCNKwcAALC9fHXGzs3NTUuWLNHkyZM1a9YsFS9eXOPGjVO9evUkSYGBgYqKitL48eN18eJFeXp6auHChSpWrJhtCwcAAMgHbB7sjh8/bvXa29tbq1evvuf2rVq1UqtWrfK6LAAAgEdOvhqKBQAAwIMj2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwiHwZ7DZt2qRq1arJ19fX8jFixAhJ0vfff6/27dvL19dXQUFBWrNmjY2rBQAAyB8cbV3A3Rw6dEitWrXS1KlTrZYnJSWpd+/eGjRokDp06KD9+/crPDxcXl5eqlmzpo2qBQAAyB/y5Rm7Q4cOqUaNGlmWf/755ypWrJg6deokR0dHBQYGqkWLFlq5cqUNqgQAAMhf8l2wM5vNOnLkiL766iu98MILatCggV599VUlJSXp559/VpUqVay29/T01LFjx2xULQAAQP6R74Zir1y5omrVqikkJESzZs3S1atXFRERoREjRsjd3V2urq5W27u4uOjGjRs57sdkMuVWyQAgs9ksBwcHW5cBwEbyMlfkpO18F+xKlixpNbTq6uqqESNG6D//+Y/CwsKUlpZmtX1aWpoKFSqU434OHTr0j2sFgDtcXV1VrVo1W5cBwEaOHz+u1NRUW5eR/4LdsWPHtGHDBg0bNkx2dnaSpPT0dNnb26tmzZp67733rLY/ceKEKleunON+vL29+e8aQK4xm822LgGADXl5eeVZ2yaTKdsnpPJdsCtWrJhWrlypokWL6uWXX9alS5f0xhtvqE2bNgoJCdH06dO1bNkyderUSXFxcVq/fr3mzZuX434cHBwIdgAAIFfkl0yR7y6e8PDw0IIFC7Rt2zYFBASobdu28vb2VmRkpNzc3LRkyRJt2bJFdevW1bhx4zRu3DjVq1fP1mUDAADYXL47YydJAQEBWr169V3XeXt733MdAADA4yzfnbEDAADAgyHYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7PLauXLmi4OBgxcbGWpZt3bpVrVq1Uu3atRUUFKQ5c+bIbDbfdX9fX1+rj1q1asnLy0sbNmyQJJ09e1a9evVSQECAAgMDNXLkSP3xxx9Z2jl9+rTq1q2rc+fOWS1/7733FBQUpNq1a6tFixbaunVrLh49AMCICHZ4LMXFxalDhw46c+aMZdnhw4c1cuRIDR48WAcOHNDChQsVExOjZcuW3bWN+Ph4q4+QkBA999xzevHFFyVJQ4cOlaenp77++mtt3rxZCQkJio6Otmpj27Zt+u9//6tr165ZLd+5c6cWLFigRYsW6bvvvtOAAQM0ePDgLOEPAIA/I9jhsbNu3ToNHz5cQ4YMsVp+/vx5dezYUS+88ILs7e31zDPPKDg4WPv37//bNmNiYvTNN9/ozTfflKOjoyTp5MmTyszMtHzY2dnJ1dXVss+cOXM0Y8aMLHVI0i+//GK1r4ODg5ycnCxtAwBwNwQ7PHaee+45ffHFF2rWrJnV8pCQEI0ePdryOi0tTV999ZWqV69+3/auX7+u119/XWPGjJGbm5tl+cCBA7VixQr5+PioXr16Sk9P1/Dhwy3r27dvrw0bNigwMDBLm6GhoSpZsqSaNWum6tWr65VXXlF0dLQ8PDwe9LABAI8Bgh0eO+7u7n975is5OVnh4eFycXFRt27d7rvt8uXLVa5cOTVt2tRquZ2dnfr166cDBw5o+/btkqTIyEjL+tKlS8vOzu6ubWZkZKhq1apas2aNDh48qIkTJ2rs2LE6fvx4No4QAPC4ItgBf/HLL7+oY8eOunXrlpYvX67ChQvfc9vMzEytXbtWnTt3tgpphw8f1syZM9WnTx8VLFhQ5cqV08iRI7V+/XolJyf/bQ2TJk1S5cqVVbNmTTk7O6tt27by8fHRunXrcuUYAQDGRLAD/mTnzp1q3769nn/+eS1evFhFixa97/aHDh1SYmKi5YKJO3777TeZTCarK2qdnJxkZ2cnBweHv60jISFB6enpVsscHR3l5OSUg6MBADxuCHbA/xw8eFDh4eEaPXq0IiIisnWhQlxcnKpXr251UYQk+fn5ydXVVVOmTNHNmzeVmJio6dOnKzg4OMu2dxMUFKQVK1boyJEjMpvN2rJli2JjY7PMCwQA4M+4xA74n/nz5+vWrVuaPHmyJk+ebFnu5+enRYsW6cCBA+rVq5c2btyosmXLSrp9r7rSpUtnaat48eJavHix3nzzTT3//PMqUKCAgoKCNGLEiGzVMmDAADk4OGjgwIFKSkpSxYoVNXfuXP3rX//KnYMFABiSXWZmZqati3iYTCaTDh48KB8fn2wNiQFAdphMptu/UxY0kH773tblAHhYytSS+uzK0y5ykl0YigUAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBLo+YzI/VXWSAxx63TwKQH3CD4jziYG+nV1bH68Slv38uKIBHXyMvd40IqWrrMgA85gh2eejEpWQdSfjD1mUAeAiecS9k6xIAgKFYAAAAoyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAeyWCXmJio/v37y9/fX3Xr1tXkyZN169YtW5cFAABgU49ksBs8eLAKFiyo3bt3a+3atdq7d6+WLVtm67IAAABs6pELdqdPn9a3336rESNGyNXVVRUqVFD//v21cuVKW5cGAABgU462LiCnfv75ZxUrVkylS5e2LHvmmWeUkJCgP/74Q0888cR998/MzJQkpaeny8HBIc/qdHBw0L88CqlA3nUBIB95qoSrTCaT5F5dsi9g63IAPCwlPCWT6fbPfx650/adDHM/j1ywS0lJkaurq9WyO69v3Ljxt8HObDZLkn788ce8KfBP/vuMpGcK5nk/APKDGzp48KBUsadU0da1AHioDh58KN3cyTD388gFu4IFCyo1NdVq2Z3XhQoV+tv9HR0d5e3tLXt7e9nZ2eVJjQAAALklMzNTZrNZjo5/H9seuWBXuXJlXbt2TZcvX1bJkiUlSSdPnpSHh4eKFCnyt/vb29vL2dk5r8sEAAB46B65iyeeeuop+fn5acqUKUpOTtbZs2c1b948tWvXztalAQAA2JRdZnZm4uUzly9f1sSJExUbGyt7e3u1bt1aw4cPz9OLIQAAAPK7RzLYAQAAIKtHbigWAAAAd0ewAwAAMAiCHQAAgEEQ7AAAAAzikbuPHYDHT2RkpNavXy9JunXrljIyMqyeQLNw4UL5+/vnqM2ePXvK399fffv2/dttQ0ND1adPH7Vs2TJnhd9HQkKCQkNDLa9TU1Pl5ORkuQGpn5+fypYtK0maOHFirvULwNi4KhbAIyUmJkZz5szR9u3bbV1KrgoKCtKAAQMUFhZm61IAPMI4YwfgkXfu3Dk1btxYL7/8sj7++GM1b95co0eP1ltvvaWvvvpKFy5ckIuLi5o1a6Zx48bJzs5OnTt3VkBAgAYOHKhRo0bJ2dlZly5dUmxsrIoXL66uXbuqS5cukqxDV+fOneXj46PvvvtOP/74ozw8PDRw4EA1a9bMUktUVJTi4+NVqlQpdezYUVOnTtXx48dzfFyjRo2SJEVHR2v27Nk6ceKEXFxc9MUXX6hw4cIaPXq0fvnlF61cuVK3bt1St27d1L9/f0m37/cZHR2tvXv3ys7OTkFBQRo5cqQKFy6cS+86gPyIOXYADCMlJUVff/21hgwZovfee0+7d+/We++9p/j4eM2bN0+rV6/Wvn377rpvTEyMOnfurP3796tXr16Kjo7WxYsX77rtRx99pLFjxyo2NlZNmjRRZGSkbt68KZPJpD59+qhUqVLas2ePFi9erE8++STXjm/r1q164YUXFBcXp5YtW2rYsGFKTk7Wzp07NWXKFM2cOVPnz5+X2WxW//79ZW9vr61bt2r9+vW6dOmSIiMjc60WAPkTwQ6AYbRu3VrOzs564okn9J///EfLli2Tu7u7Ll26pLS0NBUqVOieYa1u3bqqX7++HB0d1bZtW5lMJp05c+au24aEhKhatWpydnZWmzZtdP36dSUmJurgwYP69ddf9eqrr6pgwYIqV66chgwZkmvH5+npqRdffFF2dnaqX7++TCaT+vbtKycnJwUFBUm6PXfv8OHDOnLkiKKiolS4cGG5ubkpIiJCGzdu1NWrV3OtHgD5D0OxAAyjVKlSls9TU1M1ceJE7d+/Xx4eHqpWrZoyMzNlNpvvuq+7u7vlcycnJ0nK1rZ3LnYwm826cOGC3NzcVLBgQcv68uXLP/gB/UWxYsUsn9vb3/6/vGjRolavzWazzp07J5PJpIYNG1rt7+zsrLNnz8rNzS3XagKQvxDsABiGnZ2d5fNx48apaNGi2rNnjwoUKCCz2aw6derkaf9ly5bVlStXlJqaarlqNyEhIdfa//Px3Y+Hh4dcXFwUGxtreYZ2enq6zp49q4oVK+ZaPQDyH4ZiARhScnKyChQoIHt7eyUnJ2vatGlKTk5WRkZGnvVZq1YteXp6Kjo6Wqmpqbp48aJmzZqVZ/3dS82aNVWxYkVFR0crJSVFaWlpmjJlirp16yaTyfTQ6wHw8BDsABjSuHHjdOzYMQUEBOjFF19UcnKynn/+ef3000951qe9vb1mzZqlX3/9VYGBgeratavq1KljGdp9WBwdHbVgwQJdvnxZTZo00XPPPaczZ85o6dKlKlCgwEOtBcDDxX3sACCXpKWlKT4+XgEBAZYh0O3btysqKkq7d++2cXUAHgecsQOAXOLk5KTBgwfro48+ktlsVmJiopYsWaIXXnjB1qUBeExwxg4ActGBAwc0bdo0nTx5UgUKFFBISIhGjBhhdaUsAOQVgh0AAIBBMBQLAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEP8PQIVuHgP8n+cAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "73684fda06e1813c"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
